Automatically score your AI assistant's answers for accuracy

flowchart TD trig(("tester runs the evaluation")):::human s0[("read test questions")]:::store s1[["ai assistant answers question"]]:::mi s2["second ai scores accuracy"]:::svc s3[("save results to spreadsheet")]:::store trig --> s0 s0 -->|"one per each test question"| s1 s2 --> s3 gx{"× calculation needed"}:::gate s1 --> gx p00["use calculator tool"]:::task gx -->|"needs calculator"| p00 p10["answer directly"]:::task gx -->|"no calculation needed"| p10 jn{"○ produce final answer"}:::gate p00 --> jn p10 --> jn jn --> s2 out[/"accuracy score per question"/]:::out pay{{"confidence before assistant rollout"}}:::pay s3 --> out out --> pay classDef task fill:#e7f6fe,stroke:#34b8f0,color:#2c2a29 classDef svc fill:#f6f8fa,stroke:#7c8795,color:#2c2a29 classDef mi fill:#e7f6fe,stroke:#0079a8,color:#2c2a29,stroke-width:2px classDef human fill:#fff,stroke:#0079a8,color:#0079a8 classDef store fill:#f6f8fa,stroke:#0079a8,color:#2c2a29 classDef trig fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigtime fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigdata fill:#8ad4f5,stroke:#0079a8,color:#06314c,font-weight:bold classDef gate fill:#fff,stroke:#e8a23d,color:#6b4708,font-weight:bold classDef out fill:#1f9d6b,stroke:#167a53,color:#fff,font-weight:bold classDef pay fill:#06314c,stroke:#021f33,color:#fff